knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)

seu_abc_epi_p009t1_strict_epi_p009t2_strict_epi_p013t_strict_epi_p014t_strict_epi_p009ot0_strict_epi_p009ot2_strict_epi_p013ot0_strict_epi_p013ot3_strict_epi_p014ot0_strict.rds

Signature scoring

## [1] "p009t1"  "p009t2"  "p013t"   "p014t"   "p009ot0" "p009ot2" "p013ot0"
## [8] "p013ot3" "p014ot0"
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"

Louvain clusters

## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
## 
## Number of nodes: 16333
## Number of edges: 515121
## 
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8108
## Number of communities: 19
## Elapsed time: 2 seconds

Cluster marker genes

rank 0 1 10 11 12 13 14 15 16 17 18 2 3 4 5 6 7 8 9
1 PGGHG NUCKS1 MT-CO3 PCNA ASCL2 MT-CO2 HIST1H4C RPL32 JUN BTG1 GALNT7 CKB PHGR1 TM4SF1 TMPRSS2 ST6GALNAC1 GOLM1 GSN SNRPG
2 FAM227A HMGB1 MT-ND4 TUBA1B COMMD6 MT-CO3 HIST1H3B RPL13 IER2 TSC22D3 TSPAN13 FABP1 C2orf88 KRT17 SMPDL3A SERPINA1 SULT1B1 SYTL2 LSM5
3 THAP6 HMMR BRCA2 HELLS RPL23 MT-CO1 HEXIM1 RPS18 HEXIM1 RORA ST6GALNAC1 DEFB1 C1QTNF12 CAV2 ISG15 TFF3 AGR3 MLPH SNRPF
4 POT1 KIF2C CENPJ BRCA2 NKD1 MT-ATP6 RPL35 RPL37A FOSB TNFAIP3 SERPINA1 EMP1 KRT19 ANXA1 DHRS9 KLK1 PIGR RAB27A PRDX1
5 ANKRD36B HMGB3 MT-ATP6 MCM4 GAS6-AS1 MT-ND1 HIST1H2AH RPS2 ELF3 CLEC2D XBP1 REN GUCA2A KRT80 CEACAM1 MUC2 KLF5 TFF1 PSMB1
6 DNAH6 TPX2 MKI67 CDC6 PTK7 MT-ND3 HIST1H1E RPS19 SMIM24 CELF2 KLK1 ACE2 CA2 SLC2A1 SLC9A3 RAP1GAP CES2 MUC2 EIF5A
7 AC108863.1 NCAPH ATAD5 TOP2A EIF3E MT-ND4 IER5L RPL12 MAP3K7CL CEP85L SMIM14 CSTB FXYD3 AKAP12 CDA ERN2 FAM3D MFSD4A H2AFZ
8 ANKRD36 CNTRL TOP2A ATAD5 RPL36A MT-ND5 HIST1H2AG RPL35 HSPA1A MCL1 FAM3D IQGAP2 FABP1 AHNAK2 HPGD XBP1 TSPO TFF3 TPI1
9 AC138150.1 AC069544.1 CENPF TPX2 RPL39 ABALON MKI67 RPS12 PPP1R10 PRDM1 RAB27A SEMA4G CKB JUP CDHR2 MIA3 AGR2 ST6GALNAC1 CCT7
10 KSR2 TMPO-AS1 RNF43 GINS2 KRT23 ZNF25 ATAD5 RPS15 BTG2 STK17B AGR2 AXDND1 MUC12 LAMC2 TSPAN1 ANXA13 ARF4 FAM3D C1QBP
11 GABPB1-AS1 C10orf95 XRCC2 MCM6 SNHG8 GPD2 AC087623.3 RPS14 SELENBP1 TENT5C FABP2 NDRG1 SLC26A3 SERPINB1 BIRC3 AGR2 NUPR1 ATP2A3 LDHB
12 PTK7 CIP2A MCM4 MCM7 RPL7 NMU OLMALINC RPS8 ZFP36L2 RPLP1 MUC2 PI3 PRSS3 PERP SDCBP2 PRUNE2 SLPI SERPINA1 SNRPD1
13 ACOT11 MCM10 NCL LMNB1 RPS23 ENTPD3-AS1 HIST1H1B RPS27 CLDN4 FOSB FAM107B TMEM45B MYL12B FOXC1 MDK PRIMPOL CFTR CDC42EP3 GLO1
14 MDM1 UHRF1 MT-CO2 MCM3 RPS7 CFTR GADD45GIP1 RPL13A TNFRSF14-AS1 CREM TFF3 PLOD2 CDHR5 NRP2 MUC13 ARFGEF3 MAOA TSPAN1 HMGB1
15 ZKSCAN1 CDCA8 NOM1 BIRC5 RPL10A MAP3K7CL KIF18B RPS5 AL049597.2 HSP90AA1 AQP3 PTPRR TMEM54 CXCL1 HIST1H1C NEDD4L B3GALT5 DISP2 DEK
16 IZUMO4 DEK MT-ND2 MKI67 GPR155 MDM1 Z93241.1 RPL8 AC023157.3 GIMAP2 LYZ TNNC1 SGK1 EMP1 TMEM37 LYZ KCNN4 ANO7 GAPDH
17 ARHGEF1 CCDC150 PLEKHA4 CENPF PROX1 PCK1 RPS2 RPS15A POMK MYADM KLF4 TM4SF1 IFI27 KLK10 PLAC8 SMIM14 LIMA1 SMIM14 CCT5
18 CCND2 CDC20 HELLS CENPJ EEF1A1 PLCE1 HIST1H2AJ RPL7A SLC10A5 RAC2 ARF4 ADIRF PPDPF CAVIN1 TRIM31 TCEA3 TCEA3 KLK1 PTMA
19 RPL10A NCAPD2 MCM3 H2AFZ RCN1 LMCD1 LINC00624 RPL29 PPP1R3B REL ARFGEF3 SLC2A1 CEACAM7 FLNA SLC40A1 MLPH MT1E TC2N ATP5MC3
20 AC004687.1 SMC4 HSPD1 KIF20B RPS18 COMMD10 BRCA2 RPL19 NUPR1 PLIN2 NUPR1 PRKACB LGALS4 ECM1 SGK1 NUPR1 PCK1 GALNT5 SLC25A5
21 PPP1R9A SKA2 CLSPN HMGB1 RPS4X RNF186 NES RPL21 CYBA JUNB MSMO1 LARGE1 SMIM22 ZBTB20 CEACAM6 GALNT7 GLUL ENTPD8 CCT6A
22 TRAF5 CEP55 RANBP6 ASF1B LAMP1 SELENBP1 HIST1H2AK RPS21 SOCS1 KLF2 CDC42EP5 ANXA4 ABCA5 COL6A1 TNFSF10 ATP2A3 HOXB13 PTPRN2 SERBP1
23 AC124067.4 SAPCD2 HMGA1 CLSPN NOTCH1 GPT AC005837.1 RPL35A KAT2B DUSP1 FOSB AC015917.2 PLAC8 S100A4 DDX60 FAM3D RHBDL2 VIPR1 HMGB3
24 GOLGA8A AC017083.1 PRKDC TUBB IGBP1 SERPINB9 HIST2H2AC RPS23 PPARGC1A TNFSF13B MIA3 LINC01559 PLA2G10 CLDN1 DUOX2 SYTL2 PAPSS2 GALNT7 SET
25 WNK2 SNRNP25 FAM111B TK1 RPL5 KLF13 HSPA1B RPL30 AL356488.3 AC020916.1 AGR3 RNF186 ITM2C KRT23 CLTB RAB27A SPINK5 SAMD9 ALYREF
26 ZNF445 DTL RAD51AP1 FAM111B ZMYM2 SESTD1 SPAG5 RPS6 PHLDB1 AC058791.1 TCEA3 SLC16A9 KRT20 LEMD1 SLC26A3 GSN SELENBP1 FOXA3 TMEM97
27 KCNQ1OT1 KIF4A DPEP1 DNMT1 RPL3 SMC6 ZGRF1 RPL3 PPDPF STK10 TPT1 PRR5L AOC1 TRIM29 SAMD9 ANO7 CTSS DHRS9 CCT2
28 UCP2 SGO2 GAS6-AS1 XRCC2 RPS10 AP001453.2 PLEKHA4 RPLP1 HIST2H2BE FAM107B GNE PSCA MT-CO1 CCDC9B SPATS2L TCIM PPP1R12B SCNN1A HSPD1
29 ZSCAN30 CDC25C KIF4A BRCA1 RPL21 LPCAT1 WDR34 RPL6 LAMTOR1 SKAP1 ENTPD8 SEMA5A S100A6 LAMA3 CEACAM7 GPR153 TNFRSF11A MGLL GSTP1
30 PLD1 KIF20B MCM7 WDR34 RNF43 SLPI RECQL4 RPL31 AC018362.1 TNFAIP8 GFPT1 SORL1 ETHE1 CXCL3 PDZK1IP1 PTPRN2 CA12 AGR2 PSMA7
31 AC026471.4 RAD51AP1 KIF20B CENPK RPS5 KCNN4 POLQ RPL10A JPT2 FXYD5 KDELR3 CLDN9 GPA33 EIF1 MIER3 DNAJC10 RNF186 FSIP2 PPM1G
32 PIK3IP1 FBL BDP1 ALYREF FZD3 MT1E AP000692.2 RPL23A SGSM2 PTPN22 ATP2A3 COLCA1 SELENBP1 PMAIP1 DUSP6 FOXA3 TXN PRIMPOL IPO5
33 L3HYPDH CKAP5 ALPK3 DLGAP5 ITPR2 AKR1C3 CENPF RPL10 MT-ATP8 FERMT3 HSPA1A CD68 MXI1 SLC2A12 RHOF AQP3 TMEM176A P2RX4 HSPE1
34 SLC16A4 CENPE MCM10 HSPD1 CNN3 TNFRSF11A HIST1H4B RPL24 SOX4 S100A4 FOS LDHA MYL12A FOSL1 GPA33 FABP2 LGALS4 TPM1-AS CSE1L
35 AP003392.6 THRIL BAZ1B NCAPG S100A4 AC092140.1 DPEP1 RPS4X AC108863.1 FYN IDI1 C10orf99 MISP GPRC5A ATP1B3 TSPAN13 RARRES1 RASEF PAICS
36 SEC16B RN7SL832P HIST1H1B NUDT1 C6orf48 AC106886.5 E2F8 TMSB10 TREH SMAP2 SH3BGRL3 KRT80 PKIB ENO2 LMO7 ASRGL1 TSPAN8 TP53INP1 NUCKS1
37 TMX2 CKS2 TSPYL4 CDT1 RPS20 KLF12 ESCO2 AC104986.2 CACNA1D PDE4D WNK4 PPARG JUND OSR2 PDE9A LINC01473 PALLD GPR153 HNRNPA3
38 CBFA2T2 PTMA HMGB1 SMC4 TRAF5 MARCKSL1 HIST1H2AE GAPDH MALAT1 HERPUD1 FRYL EFNA1 KRT8 S100A11 MEP1A FUT6 ETHE1 KLF4 RAN
39 ZNF420 DEPDC1 RPL35 ATAD2 RPL31 BRD8 NOM1 RPS27A CEBPD RNF144B C12orf57 C4orf3 PI3 CD9 EMP1 GNE SEMA6A NAAA TCP1
40 AC009283.1 WDR20 DLGAP1-AS2 DTYMK CD81 LINC00624 E2F7 RPL23 RASGEF1B SESN3 KIF5B ERO1A MYLK ANXA2 PKIB HID1 PRKACB AMN CENPN
41 DQX1 CCT5 SNHG19 TACC3 DPEP1 AL135925.1 SOX4 EEF1A1 CCDC175 AC108863.1 LGALS4 KLK10 CLDN3 PHLDA2 SLC6A8 CDC42EP3 NFIB CDC42EP5 DDX18
42 SORBS2 MDC1 CDCA7 CIP2A RPL7A THRB RPS6KL1 RPL27 EGR1 SMCHD1 ATF3 GDPD3 AMN EDN1 ISG20 SCNN1A C10orf99 MAGIX BIRC5
43 CCDC191 PBK ERCC6L RANBP1 TGFBI SLC25A45 RBBP7 MIATNB EIF4E FURIN MYADM SLC3A1 LGALS3 LYPD3 MX1 FRYL SIAE QSOX1 DKC1
44 RNPC3 AL121658.1 ENO1 CDCA7 GTF3A CNTROB CLSPN RNF170 GADD45B NFKBIA ANXA13 EPB41L1 RHOC ANXA3 TYMP TACC1 LRIG3 NUPR1 CENPW
45 GPRIN3 CKAP2 BUB1 RAD51AP1 ZFAS1 MS4A8 AC108134.2 RPL18A AL627171.1 GPR155 GALNT5 TJP3 TSC22D1 EFNB2 UGP2 FAXDC2 PLCE1 FAM174B RSL1D1
46 ARHGEF28 BUB1B ORC6 ORC6 RPL23A ZNF675 STMN1 AL139385.1 PCK1 PIK3IP1 ALDH1A1 LINC00483 PIGR FSCN1 MXI1 FAM107B TSPAN13 PTGER4 SNRPB
47 EPHB3 LBR ATAD2 DEK DACH1 MT-ATP8 BRIP1 RPS10 B3GALT5 UCP2 GPRIN3 P4HA1 SERBP1 IL32 GUCA2A SPIRE1 CES3 AGR3 PTGES3
48 UTRN HNRNPD ASPM SNRNP25 EPB41L4A-AS1 GPATCH4 CKAP2L RPS3A TMC5 TET1 PDIA3 VEGFA ATP1B3 CXCL8 LPIN2 KSR2 TMEM59 SLC2A13 CMSS1
49 AC073957.3 BUB1 RBBP7 SMC2 SUPT4H1 ERMP1 DBF4B RPLP0 PLCE1 PFKFB3 TSPO BHLHE40 CDKN2B ISG20 TIMP2 ENTPD8 SNORC FAM83E PDIA6
50 ACTR3C DDX21 GINS2 NCAPD2 NAP1L1 PPP1R12B BLM MCMDC2 CITED2 RNF19A DYNLL1 SERPINB1 SLC51B YBX3 HHLA2 SH3PXD2A C15orf48 HLA-E SRPK1
51 LINC00920 KLHL11 ARHGEF39 NOP56 SOX9 SPON1 CENPJ RPSA FTL AQP3 NEDD4L ABALON S100A10 PAM RETREG1 FAM174B FAM162A FAM107B DTYMK
52 USP49 IDH2 NOP56 TFDP1 RPS13 TRIM10 MCM4 LRRC37A2 ZNF41 DUSP2 SLC12A2 SQOR FLNB C2orf54 HLA-A GPRIN3 TFCP2L1 TPBG SRSF3
53 RPL18A SMC1A KIF18B FOXM1 RPL27 SP100 ATAD2 ACTG1 H1F0 CPNE7 RAP1GAP LEMD1 PRDX6 ITGB8 EGLN3 KLF4 ASRGL1 TPM1 MRPS34
54 TNFRSF25 NUSAP1 FANCB SMC1A ZBTB20 HSD11B2 PPP1R15A REXO5 CCL28 RPS27A RABAC1 PLA2G10 C10orf99 GLS SERINC2 ACSS2 SPON1 F3 RPA3
55 ZNF117 ORC6 CDK12 HSPE1 RSL1D1 ARHGEF1 NCAPG2 ZNRF2 AC084809.1 TRIB2 CD63 KISS1 HRCT1 SERPINB9 ATP1B1 ALDH1A1 ATP2C2 FAXDC2 HNRNPD
56 ZNF284 AC016773.1 SMC1A PAICS LETMD1 SNORC FAM161A RPS20 LOH12CR2 HSPA1A MLPH IGFBP3 ISG15 TNFRSF12A CDHR5 SELENOM ECH1 MIA3 YWHAE
57 SPTLC3 ANP32B TPX2 KIF4A MAGED2 TMEM184C ALPK3 SLC25A45 AC010331.1 SERPINB9 DNAJA1 LRP1 TST PMEPA1 CYP3A5 CLMN PYGB MXD1 RPN2
58 TLR5 SSRP1 KPNA2 POLQ IRF2BP2 TRAF5 MYBBP1A RPL36A CKB ZNF624 SEC24D LYPD3 DHRS11 MAL2 FEM1C FOS MGST3 PARM1 PA2G4
59 ZNF597 MAD2L1 CHTF18 GMNN TUBA1A MANEA-DT PDAP1 RSL1D1 MS4A8 LPXN MT1E CD24 PDK4 S100A16 PIM1 MCF2L PTP4A1 NEDD4L CKS1B
60 ARHGEF38 IQGAP3 HMMR NCAPH FAM3B AKR1C2 SOCS3 AC002310.1 HSD11B2 GDAP1 IL13RA1 RPL39 HHLA2 PPL CGN GALNT5 NFKBIZ DDX60 LMNB1
61 ZNF510 PSMA7 RIF1 NUSAP1 RPL10 LTBP4 RPL13 AC026471.4 UBC CD74 HPCAL1 IHH MDK CD81 MISP CDC42EP5 CHCHD10 RAP1GAP ACTG1
62 POC1B-AS1 NOP58 PCCA PTTG1 KCNQ1OT1 TAOK2 H2AFX COMMD10 AL355075.4 DNAJA1 DNAJC10 MYH14 MXD1 MSLN KRT20 VPS13C GPT ADM ANP32B
63 SLX4IP SYNCRIP ARGLU1 LDHB AC104958.2 AC005076.1 NOP9 AL135791.1 SMPD3 TTC39C TACC1 C3orf85 SDCBP2 TIMP2 DSC2 HOTAIRM1 HSPA1A HRCT1 HACD3
64 ZNF860 HNRNPA3 DLGAP5 GTSE1 RPL37A AC005253.1 NUDT1 RPS7 RPS6KL1 PBXIP1 FAM114A1 PHLDA3 HPGD CLU MXD1 CACNB1 TC2N ERN2 CD81
65 HOXA9 SRGAP2 BUB1B ESCO2 PCCA GRK5 NCL CLK3 BAHCC1 PPM1K PTPRN2 CERS2 EFHD2 PRDX1 MUC12 TC2N AKR1C3 FXYD3 SNRNP25
66 CEP170 RAD21 SMC2 DHFR RPL24 PCSK6 PIGT THAP2 MAFF RPS15A TMEM59 FA2H MEP1A ACTG1 IFI27 ATP2C2 ESD TSPAN13 FBL
67 CNTD1 AC104986.2 KIF24 CCNB1 RPL4 USP49 C21orf58 RPS13 DNAJB1 PMAIP1 AC005833.1 LY6G6C TMEM176A LINC01559 PRSS3 KCNK6 RNF125 MUC13 PSMA4
68 RNF207 ZNF236-DT CCNB1 FANCI RPL32 C10orf99 AL118516.1 TMEM205 UTRN JUND CREB3L4 AC026462.3 IGSF9 SOX9 DST CBFA2T2 TPT1 SYTL5 PKM
69 CYSRT1 PTMS CENPE AURKB NCKAP5 CWF19L1 TOP2A DBF4B SIPA1L2 CCDC146 ABLIM1 FTH1 UGP2 TMEM132A TMC5 UNC13B DNAJC15 KCNK6 MTDH
70 ZNF202 REXO5 AL121658.1 ANLN RPS12 AKR1B10 CDK12 ZGPAT PPP1R15A THAP6 NUCB2 CTSS PDE9A MAGED2 LAMA3 BTG2 LPP SH3PXD2A NASP
71 ZNF697 CCNA2 RECQL4 HMMR BMP7 AC010894.2 TACC3 RPL5 ASRGL1 FCMR SPINK1 CAPS FUCA1 STC2 ADM MSMO1 MLEC CD63 TFDP1
72 TBC1D32 PSMA4 GAL ZGRF1 RPL22L1 MIR194-2HG FANCB VGF AC026462.3 AC005253.1 SERTAD1 ATP10B SAMD9 DUSP5 TXNIP SPINK1 IVNS1ABP LGALS4 GMNN
73 SIMC1 ILF2 AC055713.1 HMGA1 RPL6 TIMM23B CHTF18 RPL7 FAM118A ST3GAL5 HLA-E CCDC146 IVNS1ABP RHOV PTTG1IP DISP2 CLMN FAM214A EBNA1BP2
74 RPL24 STAM-AS1 NCAPD2 DKC1 TANC2 FOXN3 DHCR7 COL16A1 MIR194-2HG AL356599.1 MT1G SERPINB5 SH3BGRL3 ARHGAP29 IFI6 HSPA1A BACE2 MCF2L TOP2A
75 AC245060.5 HNRNPM SGO2 CCT5 ALDH1B1 NFIA PAXBP1 ZNF7 AP001062.1 GPRIN3 FUT6 MVP MT-ND5 CX3CL1 PRSS8 CREB3L4 ITM2B PHGR1 HNRNPM
76 AC009113.1 CCT6A CDK5RAP2 KPNA2 PTMS PYGB MYBL2 ZNF296 AC011611.4 TSPAN5 GSN ZNF529 MT-CO2 PGK1 RHOC WNK4 SRI SLC16A9 PTTG1
77 AC008040.5 ASPM KCNQ1OT1 BUB1 RPL12 RAD54L2 NOP56 ETFRF1 KLF3 FLNA TFF1 PAM SLC9A3 NABP1 MYL12A RGMB-AS1 CCL28 UBXN10 POMP
78 SGSM2 HNRNPR MACC1 MT1A C9orf16 CEP170 FANCA RGS19 RHOB B2M FAM174B CAPG RIOK3 TFPI SMIM22 CKAP4 PADI2 CTSS RANBP1
79 MORN4 HMGB2 PTK7 PRKDC PERP CATSPERZ RPS19 SNHG8 LINC01836 HIST1H1D RNF207 TRIM31 MVP SAA1 MYL12B SLC12A2 PLA2G10 AL158212.2 RPS5
80 SCX STMN1 ZNF830 MSH6 TRIM29 AL031123.2 APOD TPT1 HIST1H4H ZNF266 NR3C2 TMPRSS4 CAMK2N1 CAVIN3 HLA-C CD74 PDZK1IP1 AK1 NOP58
81 SNHG7 SUPT16H MT-ND5 IPO5 QPRT TRIM25 HMGA1 GADD45GIP1 STAMBPL1 LTC4S GPR153 MIA2 TP53I3 SDC4 GPRC5A CRACR2B MARCKS PLA2G10 NOL7
82 ATP2C2 MMS22L CCNF CDC20 RPL30 CFL2 C19orf48 C9orf16 HES1 AL121601.1 ACOT7 SUOX PLS1 CDKN2A CDKN2B GFPT1 CD24 ACSS2 RPL27
83 AC104986.2 KIF24 WDR34 NCL PMEPA1 RIF1 ASF1B SLX4IP RNF186 NABP1 KLF2 REPS2 MT2A TNFAIP3 NEAT1 AC139749.1 LCN2 TM4SF5 XRCC5
84 AL021068.1 MNS1 SMC4 RRM1 GABPB1-AS1 PTP4A3 C19orf73 OGFR GPT FRAT1 CDC42EP3 MATN2 MX1 AMIGO2 TP53INP2 AC005833.1 MFSD4A TCEA3 PARP1
85 AC023908.3 DNA2 ONECUT2 TYMS AC130324.1 MAOA CCDC34 CCDC102A HIST1H2AC HSPA1L HERPUD1 CYP4F2 PCK1 HKDC1 RARRES3 SLC36A4 ATP2A3 B3GALT5 WDR43
86 CHD6 CDAN1 AC011978.2 CCT7 COL9A3 SLC9A2 SRSF1 PCAT7 AC087623.3 TRIM45 NR4A1 AC142472.1 SLC22A5 DSP USP53 DIP2C CD74 PRUNE2 FAM3B
87 NBPF12 UTP20 EPHB3 KIF18B HOXA9 SH2B2 TRIM52 PTMA Z93241.1 TMEM184C CKAP4 HMCN2 CES2 ZFAS1 GSN NUCB2 CDH17 SMPD3 SSRP1
88 AC007038.2 ZGRF1 TMEM86B NASP RPS15A ACSL1 CORO1A ZXDA ARHGEF38 STAT5A ERN2 FHL2 SERINC2 TINAGL1 TFF1 PFKFB4 SPINK1 TNFRSF14-AS1 CYCS
89 ABO HNRNPA1 KIF2C CCNA2 PSMB1 SH2B3 ARGLU1 TIMM23B KLLN RTKN2 RARRES1 PIGZ TDP2 AC009501.1 FXYD3 IL1R2 TST PADI2 NPM1
90 ZNF717 GOLIM4 AC091153.3 CDCA2 PRDX1 ACOT11 NCAPH RAB3IP CDKN2B PNRC1 PRUNE2 PHLDA2 MT-ATP6 PDP1 FCGRT TPM1-AS PBLD AC128688.2 CENPK
91 FGGY HOXA9 NPM1 PBK RPL19 ZSCAN31 HJURP CLYBL KANSL1L SGSM2 BACE2 CAV2 PINK1 EZR PPP1R14D MAGIX PDCD4 PDGFA ATP5MC1
92 KMT2D AP002478.1 NUSAP1 HMGB3 ABALON STAM-AS1 C8orf82 KAT2A HIST1H1D RPS27 SCNN1A SULT2B1 GGT6 IL18 FBXO32 ARFGAP3 FAS CLMN MCM6
93 ATG16L2 AL645728.1 KLHL11 SGO2 AC120053.1 ATG16L2 RAD51AP1 ZNF284 PDZD3 CERK SELENOM SRPX2 NAAA GARS XAF1 INPP5B AKAP7 SUSD6 MZT1
94 MDM4 AC009113.1 KNOP1 HIST1H1B SLC7A8 KCNE3 GDF15 SIVA1 HIP1R SRGAP2C PLA2G10 PPL DENND2A ERO1A TRANK1 TPM1 SMIM31 S100P ERAP2
95 PAXIP1-AS2 BLM ZNF737 KIF11 PLEKHB1 AL356599.1 TSPYL4 AL031058.1 SNHG12 YPEL2 MAGIX BAIAP2L1 PDCD4 FOXQ1 PTPRR CEP85L CACNA1D GLUL SSB
96 SLC7A8 WDR43 TRIM52 RFC2 ZKSCAN1 LRRC75A GTSE1 RPL39 SLC25A27 AC004687.1 GLUL ACOT11 ACADS BCL2L1 CCDC68 TPBG SQOR MTMR11 PRMT1
97 CCDC102A RMI2 KIF14 PARP1 SLC6A6 GPC2 CDK5RAP2 ZNF346 CCDC171 TMSB4X CTSK SERPINB6 PPP1R14D AARS B2M TFF1 CDX1 AC018362.1 CCNB1
98 SESN1 MCM7 MDC1 MAD2L1 DBN1 CES3 HELLS EIF1 SOCS3 CFLAR FN3K FRMD3 RRAS KRT20 LIPH RNF207 MUC12 FUT6 NUDT1
99 RPL8 UBE2S AC110285.6 HNRNPAB SLC16A4 PFKFB2 NRARP TRAPPC4 TENT5C SIMC1 ANO7 POF1B MT-ND4L KRT15 IFIT3 CPEB3 PRRG4 STXBP5 PHGDH
100 SEC31B SNHG25 RFC2 HMGB2 RPS3A QPCTL CHD6 SERBP1 KLHL29 H3F3B TCIM ZNF830 TMEM37 SLC7A5 SMCHD1 GLUL SOD3 TMEM59 CKS2